Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

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accessibility citations civic-tech govtech grounded-generation multilingual offline-first public-sector python rag reference-implementation responsible-ai retrieval-augmented-generation rtl wcag
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Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag

Grounded-or-silent reference assistant for public agencies: answers only from a supplied corpus, cites every claim, and refuses cleanly rather than guessing. No model and no network at answer time. English and Spanish plus right-to-left languages. A reference implementation to read, not a product to deploy.

Python
#accessibility#citations#civic-tech#govtech#grounded-generation#multilingual#offline-first#public-sector#python#rag#reference-implementation#responsible-ai#retrieval-augmented-generation#rtl#wcag